JP2001519556A - モデルフリー適応プロセス制御 - Google Patents

モデルフリー適応プロセス制御

Info

Publication number
JP2001519556A
JP2001519556A JP2000515210A JP2000515210A JP2001519556A JP 2001519556 A JP2001519556 A JP 2001519556A JP 2000515210 A JP2000515210 A JP 2000515210A JP 2000515210 A JP2000515210 A JP 2000515210A JP 2001519556 A JP2001519556 A JP 2001519556A
Authority
JP
Japan
Prior art keywords
value
output
control
input
neurons
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Pending
Application number
JP2000515210A
Other languages
English (en)
Japanese (ja)
Other versions
JP2001519556A5 (de
Inventor
ジョージ シュ−シン チェン
Original Assignee
ジェネラル サイバーネーション グループ インコーポレイテッド
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by ジェネラル サイバーネーション グループ インコーポレイテッド filed Critical ジェネラル サイバーネーション グループ インコーポレイテッド
Publication of JP2001519556A publication Critical patent/JP2001519556A/ja
Publication of JP2001519556A5 publication Critical patent/JP2001519556A5/ja
Pending legal-status Critical Current

Links

Classifications

    • G—PHYSICS
    • G05—CONTROLLING; REGULATING
    • G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B13/00—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion
    • G05B13/02—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric
    • G05B13/0265—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric the criterion being a learning criterion
    • G05B13/027—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric the criterion being a learning criterion using neural networks only
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/06—Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons
    • G06N3/063—Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons using electronic means
    • G06N3/065—Analogue means

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Artificial Intelligence (AREA)
  • Health & Medical Sciences (AREA)
  • Evolutionary Computation (AREA)
  • Biophysics (AREA)
  • Theoretical Computer Science (AREA)
  • Biomedical Technology (AREA)
  • Software Systems (AREA)
  • General Physics & Mathematics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • General Health & Medical Sciences (AREA)
  • Molecular Biology (AREA)
  • Computing Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • Data Mining & Analysis (AREA)
  • Mathematical Physics (AREA)
  • Computational Linguistics (AREA)
  • Neurology (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Medical Informatics (AREA)
  • Automation & Control Theory (AREA)
  • Feedback Control In General (AREA)
JP2000515210A 1997-10-06 1998-10-06 モデルフリー適応プロセス制御 Pending JP2001519556A (ja)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US08/944,450 1997-10-06
US08/944,450 US6055524A (en) 1997-10-06 1997-10-06 Model-free adaptive process control
PCT/US1998/020956 WO1999018483A1 (en) 1997-10-06 1998-10-06 Model-free adaptive process control

Publications (2)

Publication Number Publication Date
JP2001519556A true JP2001519556A (ja) 2001-10-23
JP2001519556A5 JP2001519556A5 (de) 2006-01-05

Family

ID=25481415

Family Applications (1)

Application Number Title Priority Date Filing Date
JP2000515210A Pending JP2001519556A (ja) 1997-10-06 1998-10-06 モデルフリー適応プロセス制御

Country Status (8)

Country Link
US (1) US6055524A (de)
EP (1) EP1021752B1 (de)
JP (1) JP2001519556A (de)
CN (1) CN1251039C (de)
AT (1) ATE263984T1 (de)
CA (1) CA2308541C (de)
DE (1) DE69823049T2 (de)
WO (1) WO1999018483A1 (de)

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2005083531A1 (ja) * 2004-02-27 2005-09-09 Matsushita Electric Industrial Co., Ltd. 機器制御方法および機器制御装置

Families Citing this family (112)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPH11273254A (ja) * 1998-03-20 1999-10-08 Toshiba Corp ディスク記憶装置
JP3764269B2 (ja) * 1998-03-20 2006-04-05 株式会社東芝 ディスク記憶装置
US6535795B1 (en) * 1999-08-09 2003-03-18 Baker Hughes Incorporated Method for chemical addition utilizing adaptive optimization
US6684115B1 (en) * 2000-04-11 2004-01-27 George Shu-Xing Cheng Model-free adaptive control of quality variables
US6684112B1 (en) * 2000-04-11 2004-01-27 George Shu-Xing Cheng Robust model-free adaptive control
US6454562B1 (en) * 2000-04-20 2002-09-24 L'air Liquide-Societe' Anonyme A' Directoire Et Conseil De Surveillance Pour L'etude Et L'exploitation Des Procedes Georges Claude Oxy-boost control in furnaces
US6904422B2 (en) 2000-05-27 2005-06-07 Georgia Tech Research Corporation Adaptive control system having direct output feedback and related apparatuses and methods
EP1160528A3 (de) * 2000-05-30 2002-10-16 L'air Liquide, S.A. à Directoire et Conseil de Surveillance pour l'Etude et l'Exploitation des Procédés Georges Claude Steuerungsvorrichtung und Verfahren für Luftzerlegungsanlagen
US6760631B1 (en) 2000-10-04 2004-07-06 General Electric Company Multivariable control method and system without detailed prediction model
US6622521B2 (en) 2001-04-30 2003-09-23 Air Liquide America Corporation Adaptive control for air separation unit
GB0113627D0 (en) * 2001-06-05 2001-07-25 Univ Stirling Controller and method of controlling an apparatus
US6970750B2 (en) * 2001-07-13 2005-11-29 Fisher-Rosemount Systems, Inc. Model-free adaptation of a process controller
WO2003079138A2 (en) * 2002-03-04 2003-09-25 The Trustees For Princeton University Closed-loop apparatuses for non linear system identification via optimal control
US20050240311A1 (en) * 2002-03-04 2005-10-27 Herschel Rabitz Closed-loop apparatuses for non linear system identification via optimal control
US7376472B2 (en) * 2002-09-11 2008-05-20 Fisher-Rosemount Systems, Inc. Integrated model predictive control and optimization within a process control system
US6647745B1 (en) * 2002-12-05 2003-11-18 Praxair Technology, Inc. Method for controlling the operation of a cryogenic rectification plant
US7277764B2 (en) 2002-12-09 2007-10-02 Georgia Tech Research Corporation Adaptive output feedback apparatuses and methods capable of controlling a non-minimum phase system
US20040128081A1 (en) * 2002-12-18 2004-07-01 Herschel Rabitz Quantum dynamic discriminator for molecular agents
US8417395B1 (en) * 2003-01-03 2013-04-09 Orbitol Research Inc. Hierarchical closed-loop flow control system for aircraft, missiles and munitions
US7142626B2 (en) * 2003-05-30 2006-11-28 George Shu-Xing Cheng Apparatus and method of controlling multi-input-single-output systems
US7152052B2 (en) * 2003-08-12 2006-12-19 George Shu-Xing Cheng Apparatus and method of controlling single-input-multi-output systems
US7204101B2 (en) * 2003-10-06 2007-04-17 Air Liquide Large Industries U.S. Lp Methods and systems for optimizing argon recovery in an air separation unit
US7415446B2 (en) * 2003-10-20 2008-08-19 General Cybernation Group, Inc. Model-free adaptive (MFA) optimization
USRE49562E1 (en) 2004-01-30 2023-06-27 Applied Predictive Technologies, Inc. Methods, systems, and articles of manufacture for determining optimal parameter settings for business initiative testing models
US8010399B1 (en) 2004-01-30 2011-08-30 Applied Predictive Technologies Methods, systems, and articles of manufacture for analyzing initiatives for a business network
US8571916B1 (en) 2004-01-30 2013-10-29 Applied Predictive Technologies, Inc. Methods, systems, and articles of manufacture for determining optimal parameter settings for business initiative testing models
US20060271305A1 (en) * 2005-02-25 2006-11-30 The Trustees Of Princeton University Optimal dynamic discrimination of similar molecular scale systems using functional data
DE102005024304B4 (de) * 2005-03-14 2006-11-30 Fraunhofer-Gesellschaft zur Förderung der angewandten Forschung e.V. Parallelisierte Optimierung von Parametern zur Steuerung eines Systems
US7249470B2 (en) * 2005-04-07 2007-07-31 Praxair Technology, Inc. Method of controlling liquid production utilizing an expert system controller
US7769474B2 (en) * 2005-09-20 2010-08-03 Honeywell International Inc. Method for soft-computing supervision of dynamical processes with multiple control objectives
JP2009509756A (ja) * 2005-10-06 2009-03-12 シーメンス・ウォーター・テクノロジーズ・コーポレーション 膜バイオリアクタシステムの動的制御
AU2006299746B2 (en) * 2005-10-06 2011-08-04 Evoqua Water Technologies Llc Dynamic control of membrane bioreactor system
US20070115916A1 (en) * 2005-11-07 2007-05-24 Samsung Electronics Co., Ltd. Method and system for optimizing a network based on a performance knowledge base
SE529454C2 (sv) * 2005-12-30 2007-08-14 Abb Ab Förfarande och anordning för trimning och styrning
US20090265372A1 (en) * 2006-03-23 2009-10-22 Arne Esmann-Jensen Management of Document Attributes in a Document Managing System
US7840287B2 (en) * 2006-04-13 2010-11-23 Fisher-Rosemount Systems, Inc. Robust process model identification in model based control techniques
US20080294291A1 (en) * 2007-05-24 2008-11-27 Johnson Controls Technology Company Building automation systems and methods for controlling interacting control loops
DE102007050891A1 (de) * 2007-10-24 2009-04-30 Siemens Ag Auf der Streuung einer Istgröße eines Walzguts basierende Adaptierung eines Reglers in einem Walzwerk
US8042623B2 (en) * 2008-03-17 2011-10-25 Baker Hughes Incorporated Distributed sensors-controller for active vibration damping from surface
US7805207B2 (en) 2008-03-28 2010-09-28 Mitsubishi Electric Research Laboratories, Inc. Method and apparatus for adaptive parallel proportional-integral-derivative controller
US7706899B2 (en) 2008-03-28 2010-04-27 Mitsubishi Electric Research Laboratories, Inc. Method and apparatus for adaptive cascade proportional-integral-derivative controller
US8256534B2 (en) 2008-05-02 2012-09-04 Baker Hughes Incorporated Adaptive drilling control system
US8438430B2 (en) * 2008-08-21 2013-05-07 Vmware, Inc. Resource management system and apparatus
DE102009019642A1 (de) * 2009-04-30 2010-11-04 Volkswagen Ag Einrichtung zur Betätigung einer hydraulischen Kupplung eines Kraftfahrzeugs und Montageverfahren dazu
US8255066B2 (en) * 2009-05-18 2012-08-28 Imb Controls Inc. Method and apparatus for tuning a PID controller
US8786133B2 (en) * 2009-07-16 2014-07-22 Cyboenergy, Inc. Smart and scalable power inverters
US8594813B2 (en) * 2009-08-14 2013-11-26 General Cybernation Group, Inc. Dream controller
CN101659476B (zh) * 2009-09-08 2011-06-22 中环（中国）工程有限公司 一种膜生物反应器系统的优化设计方法
WO2011032918A1 (de) * 2009-09-17 2011-03-24 Basf Se Zwei-freiheitsgrade-regelung mit expliziter umschaltung zur regelung verfahrenstechnischer prozesse
US9093902B2 (en) 2011-02-15 2015-07-28 Cyboenergy, Inc. Scalable and redundant mini-inverters
US9110453B2 (en) * 2011-04-08 2015-08-18 General Cybernation Group Inc. Model-free adaptive control of advanced power plants
US8994218B2 (en) 2011-06-10 2015-03-31 Cyboenergy, Inc. Smart and scalable off-grid mini-inverters
US9331488B2 (en) 2011-06-30 2016-05-03 Cyboenergy, Inc. Enclosure and message system of smart and scalable power inverters
DK2575252T3 (en) 2011-09-29 2018-10-08 Daihen Corp Signal processor, filter, power converter for power converter circuit, connection inverter system and PWM inverter system
CN103036529B (zh) 2011-09-29 2017-07-07 株式会社大亨 信号处理装置、滤波器、控制电路、逆变器和转换器系统
CN103205665B (zh) * 2012-01-13 2015-05-06 鞍钢股份有限公司 一种连续热镀锌线锌层厚度自动控制方法
US9348325B2 (en) * 2012-01-30 2016-05-24 Johnson Controls Technology Company Systems and methods for detecting a control loop interaction
US20140305507A1 (en) * 2013-04-15 2014-10-16 General Cybernation Group, Inc. Self-organizing multi-stream flow delivery process and enabling actuation and control
CN103246201B (zh) * 2013-05-06 2015-10-28 江苏大学 径向混合磁轴承的改进模糊无模型自适应控制系统及方法
US8797199B1 (en) 2013-05-16 2014-08-05 Amazon Technologies, Inc. Continuous adaptive digital to analog control
US9747554B2 (en) * 2013-05-24 2017-08-29 Qualcomm Incorporated Learning device with continuous configuration capability
US9886008B1 (en) * 2013-06-07 2018-02-06 The Mathworks, Inc. Automated PID controller design, using parameters that satisfy a merit function
US10228132B2 (en) 2014-02-03 2019-03-12 Brad Radl System for optimizing air balance and excess air for a combustion process
US9910410B2 (en) * 2014-02-11 2018-03-06 Sabic Global Technologies B.V. Multi-input multi-output control system and methods of making thereof
CN104216288B (zh) * 2014-08-28 2017-06-13 广东电网公司电力科学研究院 火电厂双入双出系统的增益自调度pid控制器
CN104836504B (zh) * 2015-05-15 2017-06-06 合肥工业大学 凸极式永磁同步电机精确转矩输出的自适应容错控制方法
CN105182747A (zh) * 2015-08-28 2015-12-23 南京翰杰软件技术有限公司 一种大时滞系统中的自动控制方法
CN105487385B (zh) * 2016-02-01 2019-02-15 金陵科技学院 基于无模型自适应内模控制方法
CN109358900B (zh) * 2016-04-15 2020-07-03 中科寒武纪科技股份有限公司 支持离散数据表示的人工神经网络正向运算装置和方法
CN106054611A (zh) * 2016-06-24 2016-10-26 广东工业大学 基于无模型自适应预测控制的心电基线漂移抑制方法
CN106369589A (zh) * 2016-08-28 2017-02-01 华北电力大学（保定） 一种过热蒸汽温度的控制方法
CN106468446B (zh) * 2016-08-31 2020-10-13 西安艾贝尔科技发展有限公司 一种加热炉控制与燃烧优化方法
CN106548073B (zh) * 2016-11-01 2020-01-03 北京大学 基于卷积神经网络的恶意apk的筛查方法
US10253997B2 (en) 2017-06-16 2019-04-09 Johnson Controls Technology Company Building climate control system with decoupler for independent control of interacting feedback loops
CN107942655B (zh) * 2017-11-06 2020-06-09 浙江大学 Siso紧格式无模型控制器基于系统误差的参数自整定方法
CN107942656B (zh) * 2017-11-06 2020-06-09 浙江大学 Siso偏格式无模型控制器基于系统误差的参数自整定方法
CN107942654B (zh) * 2017-11-06 2020-06-09 浙江大学 Siso偏格式无模型控制器基于偏导信息的参数自整定方法
CN108073072B (zh) * 2017-11-06 2020-06-09 浙江大学 Siso紧格式无模型控制器基于偏导信息的参数自整定方法
CN107991866B (zh) * 2017-11-24 2020-08-21 浙江大学 Mimo基于siso紧格式无模型控制器与偏导信息的解耦控制方法
CN108107722B (zh) * 2017-11-24 2020-10-09 浙江大学 Mimo基于siso偏格式无模型控制器与系统误差的解耦控制方法
CN107991865B (zh) * 2017-11-24 2020-10-09 浙江大学 Mimo基于siso紧格式无模型控制器与系统误差的解耦控制方法
CN108107721B (zh) * 2017-11-24 2020-10-09 浙江大学 Mimo基于siso偏格式无模型控制器与偏导信息的解耦控制方法
CN108287471B (zh) * 2017-12-04 2020-10-09 浙江大学 Mimo偏格式无模型控制器基于系统误差的参数自整定方法
CN108287470B (zh) * 2017-12-04 2020-10-09 浙江大学 Mimo偏格式无模型控制器基于偏导信息的参数自整定方法
CN108345213B (zh) * 2017-12-04 2020-08-21 浙江大学 Mimo紧格式无模型控制器基于系统误差的参数自整定方法
CN108132600B (zh) * 2017-12-04 2020-08-21 浙江大学 Mimo紧格式无模型控制器基于偏导信息的参数自整定方法
CN107844051B (zh) * 2017-12-12 2020-06-09 浙江大学 Siso全格式无模型控制器基于系统误差的参数自整定方法
CN108062021B (zh) * 2017-12-12 2020-06-09 浙江大学 Siso全格式无模型控制器基于偏导信息的参数自整定方法
CN108154231B (zh) * 2017-12-12 2021-11-26 浙江大学 Miso全格式无模型控制器基于系统误差的参数自整定方法
CN108181808B (zh) * 2017-12-12 2020-06-09 浙江大学 Miso偏格式无模型控制器基于系统误差的参数自整定方法
CN108170029B (zh) * 2017-12-12 2020-10-09 浙江大学 Mimo全格式无模型控制器基于偏导信息的参数自整定方法
CN108008634B (zh) * 2017-12-12 2020-06-09 浙江大学 Miso偏格式无模型控制器基于偏导信息的参数自整定方法
CN108153151B (zh) * 2017-12-12 2020-10-09 浙江大学 Mimo全格式无模型控制器基于系统误差的参数自整定方法
CN108181809B (zh) * 2017-12-12 2020-06-05 浙江大学 Miso紧格式无模型控制器基于系统误差的参数自整定方法
CN108107727B (zh) * 2017-12-12 2020-06-09 浙江大学 Miso紧格式无模型控制器基于偏导信息的参数自整定方法
CN108107715B (zh) * 2017-12-12 2020-06-09 浙江大学 Miso全格式无模型控制器基于偏导信息的参数自整定方法
CN107942674B (zh) * 2017-12-12 2020-10-09 浙江大学 Mimo基于siso全格式无模型控制器与系统误差的解耦控制方法
CN108052006B (zh) * 2017-12-12 2020-10-09 浙江大学 Mimo基于siso全格式无模型控制器与偏导信息的解耦控制方法
US10875176B2 (en) 2018-04-04 2020-12-29 Kuka Systems North America Llc Process control using deep learning training model
US11944937B2 (en) * 2018-10-18 2024-04-02 King Abdullah University Of Science And Technology Model-free controller and method for solar-based distillation system
CN109814379A (zh) * 2019-02-01 2019-05-28 浙江大学 Mimo异因子全格式无模型控制方法
CN109634108A (zh) * 2019-02-01 2019-04-16 浙江大学 参数自整定的mimo异因子全格式无模型控制方法
CN109814389A (zh) * 2019-02-01 2019-05-28 浙江大学 参数自整定的mimo异因子紧格式无模型控制方法
CN109581864A (zh) * 2019-02-01 2019-04-05 浙江大学 参数自整定的mimo异因子偏格式无模型控制方法
US11748608B2 (en) * 2019-05-28 2023-09-05 Cirrus Logic Inc. Analog neural network systems
CN112015081B (zh) * 2020-06-18 2021-12-17 浙江大学 Siso紧格式无模型控制器基于pso-lstm协同算法的参数自整定方法
CN112015083B (zh) * 2020-06-18 2021-09-24 浙江大学 Siso紧格式无模型控制器基于集成学习的参数自整定方法
CN111930010A (zh) * 2020-06-29 2020-11-13 华东理工大学 一种基于lstm网络的通用mfa控制器设计方法
CN112379601A (zh) * 2020-12-01 2021-02-19 华东理工大学 基于工业过程的mfa控制系统设计方法
CN112925208A (zh) * 2021-02-04 2021-06-08 青岛科技大学 一种数据驱动的水井钻机电液伺服系统扰动补偿方法
CN113655816B (zh) * 2021-06-30 2023-11-21 武汉钢铁有限公司 钢包底吹氩系统流量控制方法及计算机可读存储介质
CN117996119B (zh) * 2024-03-21 2024-09-13 中南大学 一种变电站燃料电池备用电源热管理系统及其控制方法

Family Cites Families (10)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5040134A (en) * 1989-05-26 1991-08-13 Intel Corporation Neural network employing leveled summing scheme with blocked array
US5394322A (en) * 1990-07-16 1995-02-28 The Foxboro Company Self-tuning controller that extracts process model characteristics
US5367612A (en) * 1990-10-30 1994-11-22 Science Applications International Corporation Neurocontrolled adaptive process control system
US5235512A (en) * 1991-06-24 1993-08-10 Ford Motor Company Self-tuning speed control for a vehicle
IT1250530B (it) * 1991-12-13 1995-04-08 Weber Srl Sistema di controllo della quantita' di carburante iniettato per un sistema di iniezione elettronica.
US5673367A (en) * 1992-10-01 1997-09-30 Buckley; Theresa M. Method for neural network control of motion using real-time environmental feedback
US5825646A (en) * 1993-03-02 1998-10-20 Pavilion Technologies, Inc. Method and apparatus for determining the sensitivity of inputs to a neural network on output parameters
US5513098A (en) * 1993-06-04 1996-04-30 The Johns Hopkins University Method for model-free control of general discrete-time systems
US5555495A (en) * 1993-10-25 1996-09-10 The Regents Of The University Of Michigan Method for adaptive control of human-machine systems employing disturbance response
US5659667A (en) * 1995-01-17 1997-08-19 The Regents Of The University Of California Office Of Technology Transfer Adaptive model predictive process control using neural networks

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2005083531A1 (ja) * 2004-02-27 2005-09-09 Matsushita Electric Industrial Co., Ltd. 機器制御方法および機器制御装置

Also Published As

Publication number Publication date
DE69823049D1 (de) 2004-05-13
EP1021752A1 (de) 2000-07-26
EP1021752B1 (de) 2004-04-07
ATE263984T1 (de) 2004-04-15
DE69823049T2 (de) 2005-03-17
WO1999018483A1 (en) 1999-04-15
US6055524A (en) 2000-04-25
CN1251039C (zh) 2006-04-12
CA2308541A1 (en) 1999-04-15
EP1021752A4 (de) 2001-03-07
CA2308541C (en) 2005-01-04
CN1274435A (zh) 2000-11-22

Similar Documents

Publication Publication Date Title
JP2001519556A (ja) モデルフリー適応プロセス制御
US5159660A (en) Universal process control using artificial neural networks
EP2175332B1 (de) Vorhersagbare Steuerungstechnik im Zweistufenmodell
Chang et al. Robust design strategy of quantized feedback control
US7451004B2 (en) On-line adaptive model predictive control in a process control system
US7142626B2 (en) Apparatus and method of controlling multi-input-single-output systems
AU733463B2 (en) Method and apparatus for modeling dynamic and steady-state processes for prediction, control and optimization
AU702101B2 (en) Feedback method for controlling non-linear processes
EP0624264B1 (de) Neuro-Pid Regler
Kozák State-of-the-art in control engineering
US20040249483A1 (en) Multiple-input/multiple-output control blocks with non-linear predictive capabilities
Kazemian Comparative study of a learning fuzzy PID controller and a self-tuning controller
Ghavidel et al. Synchronization adaptive fuzzy gain scheduling PID controller for a class of mimo nonlinear systems
Haber et al. Controlling a complex electromechanical process on the basis of a neurofuzzy approach
Campos et al. Backlash compensation with filtered prediction in discrete time nonlinear systems by dynamic inversion using neural networks
Prokop et al. Algebraic principles as a tool for energy saving
JP3512376B2 (ja) 非線型チューニング規則推定量を有する制御ループ自動チューナ
Ajantha et al. Design and analysis of FO PID conttrollers in Non-Linear process
Åström Advanced control methods: Survey and assessment of possibilities
Zhihong et al. An adaptive tracking controller using neural networks for nonlinear systems
Treesatayapun Data-driven fault-tolerant control with fuzzy-rules equivalent model for a class of unknown discrete-time MIMO systems and complex coupling
Ahmed et al. Neural servocontroller for nonlinear MIMO plant
JPH0527806A (ja) ニユーラル・ネツトを用いたフイードフオワード制御器
JPH0527808A (ja) ニユーラルネツト・モデルを用いた制御器
Romanenko et al. Systematization of problems of automated control in cognitive maps' impulse processes for complex systems

Legal Events

Date Code Title Description
A621 Written request for application examination

Free format text: JAPANESE INTERMEDIATE CODE: A621

Effective date: 20051006

RD01 Notification of change of attorney

Free format text: JAPANESE INTERMEDIATE CODE: A7426

Effective date: 20051006

RD04 Notification of resignation of power of attorney

Free format text: JAPANESE INTERMEDIATE CODE: A7424

Effective date: 20051006

A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A821

Effective date: 20051006

A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20051109

A131 Notification of reasons for refusal

Free format text: JAPANESE INTERMEDIATE CODE: A131

Effective date: 20070907

A601 Written request for extension of time

Free format text: JAPANESE INTERMEDIATE CODE: A601

Effective date: 20071206

A602 Written permission of extension of time

Free format text: JAPANESE INTERMEDIATE CODE: A602

Effective date: 20071213

A601 Written request for extension of time

Free format text: JAPANESE INTERMEDIATE CODE: A601

Effective date: 20080107

A602 Written permission of extension of time

Free format text: JAPANESE INTERMEDIATE CODE: A602

Effective date: 20080115

A601 Written request for extension of time

Free format text: JAPANESE INTERMEDIATE CODE: A601

Effective date: 20080207

A602 Written permission of extension of time

Free format text: JAPANESE INTERMEDIATE CODE: A602

Effective date: 20080215

A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20080307

A131 Notification of reasons for refusal

Free format text: JAPANESE INTERMEDIATE CODE: A131

Effective date: 20080411

A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20080711

A02 Decision of refusal

Free format text: JAPANESE INTERMEDIATE CODE: A02

Effective date: 20080815